{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sketch Recognition Convolutional Neural Network (CNN)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> - 🤖 See [full list of Machine Learning Experiments](https://github.com/trekhleb/machine-learning-experiments) on **GitHub**<br/><br/>\n",
    "> - ▶️ **Interactive Demo**: [try this model and other machine learning experiments in action](https://trekhleb.github.io/machine-learning-experiments/)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Experiment overview"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this experiment we will build a [Convolutional Neural Network](https://en.wikipedia.org/wiki/Convolutional_neural_network) (CNN) model using [Tensorflow](https://www.tensorflow.org/) to recognize handwritten sketches by using a [quick-draw dataset](https://github.com/googlecreativelab/quickdraw-dataset).\n",
    "\n",
    "![sketch_recognition_cnn.png](../../demos/src/images/sketch_recognition_cnn.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import dependencies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Selecting Tensorflow version v2 (the command is relevant for Colab only).\n",
    "# %tensorflow_version 2.x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Python version: 3.7.6\n",
      "Tensorflow version: 2.1.0\n",
      "Keras version: 2.2.4-tf\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "import tensorflow_datasets as tfds\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import math\n",
    "import datetime\n",
    "import platform\n",
    "import pathlib\n",
    "import random\n",
    "\n",
    "print('Python version:', platform.python_version())\n",
    "print('Tensorflow version:', tf.__version__)\n",
    "print('Keras version:', tf.keras.__version__)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "cache_dir = 'tmp';"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mkdir: tmp: File exists\r\n"
     ]
    }
   ],
   "source": [
    "# Create cache folder.\n",
    "!mkdir tmp"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['abstract_reasoning',\n",
       " 'aeslc',\n",
       " 'aflw2k3d',\n",
       " 'amazon_us_reviews',\n",
       " 'arc',\n",
       " 'bair_robot_pushing_small',\n",
       " 'big_patent',\n",
       " 'bigearthnet',\n",
       " 'billsum',\n",
       " 'binarized_mnist',\n",
       " 'binary_alpha_digits',\n",
       " 'c4',\n",
       " 'caltech101',\n",
       " 'caltech_birds2010',\n",
       " 'caltech_birds2011',\n",
       " 'cars196',\n",
       " 'cassava',\n",
       " 'cats_vs_dogs',\n",
       " 'celeb_a',\n",
       " 'celeb_a_hq',\n",
       " 'chexpert',\n",
       " 'cifar10',\n",
       " 'cifar100',\n",
       " 'cifar10_1',\n",
       " 'cifar10_corrupted',\n",
       " 'citrus_leaves',\n",
       " 'cityscapes',\n",
       " 'civil_comments',\n",
       " 'clevr',\n",
       " 'cmaterdb',\n",
       " 'cnn_dailymail',\n",
       " 'coco',\n",
       " 'coil100',\n",
       " 'colorectal_histology',\n",
       " 'colorectal_histology_large',\n",
       " 'cos_e',\n",
       " 'curated_breast_imaging_ddsm',\n",
       " 'cycle_gan',\n",
       " 'deep_weeds',\n",
       " 'definite_pronoun_resolution',\n",
       " 'diabetic_retinopathy_detection',\n",
       " 'dmlab',\n",
       " 'downsampled_imagenet',\n",
       " 'dsprites',\n",
       " 'dtd',\n",
       " 'duke_ultrasound',\n",
       " 'dummy_dataset_shared_generator',\n",
       " 'dummy_mnist',\n",
       " 'emnist',\n",
       " 'esnli',\n",
       " 'eurosat',\n",
       " 'fashion_mnist',\n",
       " 'flic',\n",
       " 'flores',\n",
       " 'food101',\n",
       " 'gap',\n",
       " 'gigaword',\n",
       " 'glue',\n",
       " 'groove',\n",
       " 'higgs',\n",
       " 'horses_or_humans',\n",
       " 'i_naturalist2017',\n",
       " 'image_label_folder',\n",
       " 'imagenet2012',\n",
       " 'imagenet2012_corrupted',\n",
       " 'imagenet_resized',\n",
       " 'imagenette',\n",
       " 'imdb_reviews',\n",
       " 'iris',\n",
       " 'kitti',\n",
       " 'kmnist',\n",
       " 'lfw',\n",
       " 'lm1b',\n",
       " 'lost_and_found',\n",
       " 'lsun',\n",
       " 'malaria',\n",
       " 'math_dataset',\n",
       " 'mnist',\n",
       " 'mnist_corrupted',\n",
       " 'movie_rationales',\n",
       " 'moving_mnist',\n",
       " 'multi_news',\n",
       " 'multi_nli',\n",
       " 'multi_nli_mismatch',\n",
       " 'newsroom',\n",
       " 'nsynth',\n",
       " 'omniglot',\n",
       " 'open_images_v4',\n",
       " 'oxford_flowers102',\n",
       " 'oxford_iiit_pet',\n",
       " 'para_crawl',\n",
       " 'patch_camelyon',\n",
       " 'pet_finder',\n",
       " 'places365_small',\n",
       " 'plant_leaves',\n",
       " 'plant_village',\n",
       " 'plantae_k',\n",
       " 'quickdraw_bitmap',\n",
       " 'reddit_tifu',\n",
       " 'resisc45',\n",
       " 'rock_paper_scissors',\n",
       " 'rock_you',\n",
       " 'scan',\n",
       " 'scene_parse150',\n",
       " 'scicite',\n",
       " 'scientific_papers',\n",
       " 'shapes3d',\n",
       " 'smallnorb',\n",
       " 'snli',\n",
       " 'so2sat',\n",
       " 'squad',\n",
       " 'stanford_dogs',\n",
       " 'stanford_online_products',\n",
       " 'starcraft_video',\n",
       " 'sun397',\n",
       " 'super_glue',\n",
       " 'svhn_cropped',\n",
       " 'ted_hrlr_translate',\n",
       " 'ted_multi_translate',\n",
       " 'tf_flowers',\n",
       " 'the300w_lp',\n",
       " 'titanic',\n",
       " 'trivia_qa',\n",
       " 'uc_merced',\n",
       " 'ucf101',\n",
       " 'vgg_face2',\n",
       " 'visual_domain_decathlon',\n",
       " 'voc',\n",
       " 'wider_face',\n",
       " 'wikihow',\n",
       " 'wikipedia',\n",
       " 'wmt14_translate',\n",
       " 'wmt15_translate',\n",
       " 'wmt16_translate',\n",
       " 'wmt17_translate',\n",
       " 'wmt18_translate',\n",
       " 'wmt19_translate',\n",
       " 'wmt_t2t_translate',\n",
       " 'wmt_translate',\n",
       " 'xnli',\n",
       " 'xsum']"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# List all available datasets to see how the wikipedia dataset is called.\n",
    "tfds.list_builders()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "DATASET_NAME = 'quickdraw_bitmap'\n",
    "\n",
    "dataset, dataset_info = tfds.load(\n",
    "    name=DATASET_NAME,\n",
    "    data_dir=cache_dir,\n",
    "    with_info=True,\n",
    "    split=tfds.Split.TRAIN,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Explore dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tfds.core.DatasetInfo(\n",
      "    name='quickdraw_bitmap',\n",
      "    version=3.0.0,\n",
      "    description='The Quick Draw Dataset is a collection of 50 million drawings across 345 categories, contributed by players of the game Quick, Draw!. The bitmap dataset contains these drawings converted from vector format into 28x28 grayscale images',\n",
      "    homepage='https://github.com/googlecreativelab/quickdraw-dataset',\n",
      "    features=FeaturesDict({\n",
      "        'image': Image(shape=(28, 28, 1), dtype=tf.uint8),\n",
      "        'label': ClassLabel(shape=(), dtype=tf.int64, num_classes=345),\n",
      "    }),\n",
      "    total_num_examples=50426266,\n",
      "    splits={\n",
      "        'train': 50426266,\n",
      "    },\n",
      "    supervised_keys=('image', 'label'),\n",
      "    citation=\"\"\"@article{DBLP:journals/corr/HaE17,\n",
      "      author    = {David Ha and\n",
      "                   Douglas Eck},\n",
      "      title     = {A Neural Representation of Sketch Drawings},\n",
      "      journal   = {CoRR},\n",
      "      volume    = {abs/1704.03477},\n",
      "      year      = {2017},\n",
      "      url       = {http://arxiv.org/abs/1704.03477},\n",
      "      archivePrefix = {arXiv},\n",
      "      eprint    = {1704.03477},\n",
      "      timestamp = {Mon, 13 Aug 2018 16:48:30 +0200},\n",
      "      biburl    = {https://dblp.org/rec/bib/journals/corr/HaE17},\n",
      "      bibsource = {dblp computer science bibliography, https://dblp.org}\n",
      "    }\"\"\",\n",
      "    redistribution_info=,\n",
      ")\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(dataset_info)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "num_examples:  50426266\n",
      "image_shape:  (28, 28, 1)\n",
      "num_classes:  345\n"
     ]
    }
   ],
   "source": [
    "image_shape = dataset_info.features['image'].shape\n",
    "num_classes = dataset_info.features['label'].num_classes\n",
    "num_examples = dataset_info.splits['train'].num_examples\n",
    "\n",
    "print('num_examples: ', num_examples)\n",
    "print('image_shape: ', image_shape)\n",
    "print('num_classes: ', num_classes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "classes num: 345\n",
      "classes:\n",
      "\n",
      " ['aircraft carrier', 'airplane', 'alarm clock', 'ambulance', 'angel', 'animal migration', 'ant', 'anvil', 'apple', 'arm', 'asparagus', 'axe', 'backpack', 'banana', 'bandage', 'barn', 'baseball bat', 'baseball', 'basket', 'basketball', 'bat', 'bathtub', 'beach', 'bear', 'beard', 'bed', 'bee', 'belt', 'bench', 'bicycle', 'binoculars', 'bird', 'birthday cake', 'blackberry', 'blueberry', 'book', 'boomerang', 'bottlecap', 'bowtie', 'bracelet', 'brain', 'bread', 'bridge', 'broccoli', 'broom', 'bucket', 'bulldozer', 'bus', 'bush', 'butterfly', 'cactus', 'cake', 'calculator', 'calendar', 'camel', 'camera', 'camouflage', 'campfire', 'candle', 'cannon', 'canoe', 'car', 'carrot', 'castle', 'cat', 'ceiling fan', 'cell phone', 'cello', 'chair', 'chandelier', 'church', 'circle', 'clarinet', 'clock', 'cloud', 'coffee cup', 'compass', 'computer', 'cookie', 'cooler', 'couch', 'cow', 'crab', 'crayon', 'crocodile', 'crown', 'cruise ship', 'cup', 'diamond', 'dishwasher', 'diving board', 'dog', 'dolphin', 'donut', 'door', 'dragon', 'dresser', 'drill', 'drums', 'duck', 'dumbbell', 'ear', 'elbow', 'elephant', 'envelope', 'eraser', 'eye', 'eyeglasses', 'face', 'fan', 'feather', 'fence', 'finger', 'fire hydrant', 'fireplace', 'firetruck', 'fish', 'flamingo', 'flashlight', 'flip flops', 'floor lamp', 'flower', 'flying saucer', 'foot', 'fork', 'frog', 'frying pan', 'garden hose', 'garden', 'giraffe', 'goatee', 'golf club', 'grapes', 'grass', 'guitar', 'hamburger', 'hammer', 'hand', 'harp', 'hat', 'headphones', 'hedgehog', 'helicopter', 'helmet', 'hexagon', 'hockey puck', 'hockey stick', 'horse', 'hospital', 'hot air balloon', 'hot dog', 'hot tub', 'hourglass', 'house plant', 'house', 'hurricane', 'ice cream', 'jacket', 'jail', 'kangaroo', 'key', 'keyboard', 'knee', 'knife', 'ladder', 'lantern', 'laptop', 'leaf', 'leg', 'light bulb', 'lighter', 'lighthouse', 'lightning', 'line', 'lion', 'lipstick', 'lobster', 'lollipop', 'mailbox', 'map', 'marker', 'matches', 'megaphone', 'mermaid', 'microphone', 'microwave', 'monkey', 'moon', 'mosquito', 'motorbike', 'mountain', 'mouse', 'moustache', 'mouth', 'mug', 'mushroom', 'nail', 'necklace', 'nose', 'ocean', 'octagon', 'octopus', 'onion', 'oven', 'owl', 'paint can', 'paintbrush', 'palm tree', 'panda', 'pants', 'paper clip', 'parachute', 'parrot', 'passport', 'peanut', 'pear', 'peas', 'pencil', 'penguin', 'piano', 'pickup truck', 'picture frame', 'pig', 'pillow', 'pineapple', 'pizza', 'pliers', 'police car', 'pond', 'pool', 'popsicle', 'postcard', 'potato', 'power outlet', 'purse', 'rabbit', 'raccoon', 'radio', 'rain', 'rainbow', 'rake', 'remote control', 'rhinoceros', 'rifle', 'river', 'roller coaster', 'rollerskates', 'sailboat', 'sandwich', 'saw', 'saxophone', 'school bus', 'scissors', 'scorpion', 'screwdriver', 'sea turtle', 'see saw', 'shark', 'sheep', 'shoe', 'shorts', 'shovel', 'sink', 'skateboard', 'skull', 'skyscraper', 'sleeping bag', 'smiley face', 'snail', 'snake', 'snorkel', 'snowflake', 'snowman', 'soccer ball', 'sock', 'speedboat', 'spider', 'spoon', 'spreadsheet', 'square', 'squiggle', 'squirrel', 'stairs', 'star', 'steak', 'stereo', 'stethoscope', 'stitches', 'stop sign', 'stove', 'strawberry', 'streetlight', 'string bean', 'submarine', 'suitcase', 'sun', 'swan', 'sweater', 'swing set', 'sword', 'syringe', 't-shirt', 'table', 'teapot', 'teddy-bear', 'telephone', 'television', 'tennis racquet', 'tent', 'The Eiffel Tower', 'The Great Wall of China', 'The Mona Lisa', 'tiger', 'toaster', 'toe', 'toilet', 'tooth', 'toothbrush', 'toothpaste', 'tornado', 'tractor', 'traffic light', 'train', 'tree', 'triangle', 'trombone', 'truck', 'trumpet', 'umbrella', 'underwear', 'van', 'vase', 'violin', 'washing machine', 'watermelon', 'waterslide', 'whale', 'wheel', 'windmill', 'wine bottle', 'wine glass', 'wristwatch', 'yoga', 'zebra', 'zigzag']\n"
     ]
    }
   ],
   "source": [
    "label_index_to_string = dataset_info.features['label'].int2str\n",
    "\n",
    "classes = []\n",
    "\n",
    "for class_index in range(num_classes):\n",
    "    classes.append(label_index_to_string(class_index))\n",
    "    \n",
    "print('classes num:', len(classes))\n",
    "print('classes:\\n\\n', classes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<DatasetV1Adapter shapes: {image: (28, 28, 1), label: ()}, types: {image: tf.uint8, label: tf.int64}>\n"
     ]
    }
   ],
   "source": [
    "print(dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = tfds.show_examples(dataset_info, dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "metadata": {},
   "outputs": [],
   "source": [
    "def dataset_preview(dataset, image_shape, preview_images_num=100):\n",
    "    num_cells = math.ceil(math.sqrt(preview_images_num))\n",
    "    plt.figure(figsize=(17, 17))\n",
    "    image_size = image_shape[0]\n",
    "    \n",
    "    for image_index, example in enumerate(dataset.take(preview_images_num)):\n",
    "        image = example['image']\n",
    "        label = example['label']\n",
    "        \n",
    "        class_index = label.numpy()\n",
    "        class_name = classes[class_index]\n",
    "        \n",
    "        plt.subplot(num_cells, num_cells, image_index + 1)\n",
    "        plt.xticks([])\n",
    "        plt.yticks([])\n",
    "        plt.grid(False)\n",
    "        plt.imshow(\n",
    "            np.reshape(image, (image_size, image_size)),\n",
    "            cmap=plt.cm.binary\n",
    "        )\n",
    "        plt.xlabel('{} ({})'.format(class_name, class_index))\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "metadata": {},
   "outputs": [],
   "source": [
    "def dataset_normalized_preview(dataset, image_shape, preview_images_num=100):\n",
    "    num_cells = math.ceil(math.sqrt(preview_images_num))\n",
    "    plt.figure(figsize=(17, 17))\n",
    "    image_size = image_shape[0]\n",
    "    \n",
    "    for image_index, example in enumerate(dataset.take(preview_images_num)):\n",
    "        image = example[0]\n",
    "        label = tf.math.argmax(example[1])\n",
    "        \n",
    "        class_index = label.numpy()\n",
    "        class_name = label_index_to_string(class_index)\n",
    "        \n",
    "        plt.subplot(num_cells, num_cells, image_index + 1)\n",
    "        plt.xticks([])\n",
    "        plt.yticks([])\n",
    "        plt.grid(False)\n",
    "        plt.imshow(\n",
    "            np.reshape(image, (image_size, image_size)),\n",
    "            cmap=plt.cm.binary\n",
    "        )\n",
    "        plt.xlabel('{} ({})'.format(class_name, class_index))\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "metadata": {},
   "outputs": [],
   "source": [
    "def dataset_head(ds):\n",
    "    for example in ds.take(1):\n",
    "        image = example['image']\n",
    "        label = example['label']\n",
    "\n",
    "        class_index = label.numpy()\n",
    "        class_name = label_index_to_string(class_index)\n",
    "\n",
    "        print('{} ({})'.format(class_name, class_index), '\\n')\n",
    "        print('Image shape: ', image.shape, '\\n')\n",
    "        print(np.reshape(image.numpy(), (28, 28)), '\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "backpack (12) \n",
      "\n",
      "Image shape:  (28, 28, 1) \n",
      "\n",
      "[[  0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0\n",
      "    0   0   0   0   0   0   0   0   0   0]\n",
      " [  0   0   0   0   0   0   0   0   0   0   0   0   0   3  31  63  95 115\n",
      "   86  50   2   0   0   0   0   0   0   0]\n",
      " [  0   0   0   0   0  75 183 176 152  10  54 182 222 250 255 255 255 255\n",
      "  255 255 231 151  61   0   0   0   0   0]\n",
      " [  0   0   0   0 129 255 216 202 255  98 220 222 157 125  93  60  28   8\n",
      "   38  82 162 239 254 108   0   0   0   0]\n",
      " [  0   0   0  33 250 158   4   0 204 209 255 236 105   0   0   0   0   0\n",
      "    0   0   0   6 164 254  88   0   0   0]\n",
      " [  0   0   0 158 243  30 155 235 211 255 254 185 255  97   0   0   0   0\n",
      "    0   0   0   0   3 193 229  10   0   0]\n",
      " [  0   0  38 251 134 153 251 162 252 245 225   1 180 241   6   0   0   0\n",
      "    0   0   0   0   0  69 255  62   0   0]\n",
      " [  0   0 150 240  26 245 145   0 116 255 149   0  75 255  58   0   0   0\n",
      "    0   0   0   0   0  29 255  94   0   0]\n",
      " [  0   0 209 173  77 255  62   0  62 255  68   0  14 251 122   0   0   0\n",
      "    0   0   0   0   0   2 249 128   0   0]\n",
      " [  0   0 240 138 151 236   4   0  76 255  46   0   0 221 157   0   0   0\n",
      "    0   0   0   0   0   0 218 160   0   0]\n",
      " [  0   0 251 127 188 188   0   0  76 255  46   0   0 213 164   0   4  45\n",
      "    0   0   0   0   0   0 186 193   0   0]\n",
      " [  0   5 255 117 199 176   0   0  76 255  46   0   0 205 173   0  75 251\n",
      "    9   0  44 154   2   0 158 226   0   0]\n",
      " [  0  14 255 108 209 166   0   0  76 255  46   0   0 160 243 102  44  61\n",
      "   34  35  98 199 132 170 251 252   6   0]\n",
      " [  0  23 255  99 220 156   0   0  76 255  46   0   0 120 249 255 255 255\n",
      "  255 255 255 255 247 214 202 255  24   0]\n",
      " [  0  17 255 108 221 162   0   0  72 255  51   0   0 129 247  31  82  85\n",
      "   85  85  62  28   1   0 108 255  13   0]\n",
      " [  0   0 237 143 159 232   3   0  38 255  87   0   0 129 247   0   0   0\n",
      "    0   0   0   0   0   0 121 253   2   0]\n",
      " [  0   0 198 199  73 255  78   0   4 248 127   0   0 129 247   0   0   0\n",
      "   20  63  39   8   0   0 134 242   0   0]\n",
      " [  0   0  96 255 101 220 233  96   1 213 166   0   0 129 247   0  95 204\n",
      "  253 255 255 255 230 199 218 232   0   0]\n",
      " [  0   0   1 180 252 136 189 255 106 173 207   0   0 129 247   0 239 228\n",
      "  116  63  84 115 147 185 255 231   0   0]\n",
      " [  0   0   0   8 161 255 163  76  22 133 246   2   0 129 247   0 198 177\n",
      "    0   0   0   0   0  49 255 220   0   0]\n",
      " [  0   0   0   0   0 113 251 242 196 240 255  37   0 129 247   0 208 168\n",
      "    0   0   0   0   0 130 254 190   0   0]\n",
      " [  0   0   0   0   0   0  56 141 184 165 248 159   0 126 250   0 174 224\n",
      "   13   0   0   0   0 219 255 115   0   0]\n",
      " [  0   0   0   0   0   0   0   0   0   0 127 254  60 116 255   5  69 252\n",
      "  230  96   2   0  46 255 253  30   0   0]\n",
      " [  0   0   0   0   0   0   0   0   0   0   9 215 241 161 255  15   0  46\n",
      "  190 255 206 169 244 255 117   0   0   0]\n",
      " [  0   0   0   0   0   0   0   0   0   0   0  23 203 255 255 229 217 204\n",
      "  191 227 255 255 251 156   0   0   0   0]\n",
      " [  0   0   0   0   0   0   0   0   0   0   0   0   1 108 255 183 159 170\n",
      "  185 170 112  65   4   0   0   0   0   0]\n",
      " [  0   0   0   0   0   0   0   0   0   0   0   0   0   3  97  23   0   0\n",
      "    0   0   0   0   0   0   0   0   0   0]\n",
      " [  0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0\n",
      "    0   0   0   0   0   0   0   0   0   0]] \n",
      "\n"
     ]
    }
   ],
   "source": [
    "dataset_head(dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x1224 with 100 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataset_preview(dataset, image_shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Normalize dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "metadata": {},
   "outputs": [],
   "source": [
    "def normalize_example(example):\n",
    "    image = example['image']\n",
    "    label = example['label']\n",
    "    label = tf.one_hot(label, len(classes))\n",
    "    \n",
    "    image = tf.math.divide(image, 255)\n",
    "    \n",
    "    return (image, label)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "metadata": {},
   "outputs": [],
   "source": [
    "def augment_example(image, label):\n",
    "    image = tf.image.random_flip_left_right(image)\n",
    "    return (image, label)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset_normalized = dataset.map(normalize_example).map(augment_example)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "backpack (12) \n",
      "\n",
      "Image shape:  (28, 28, 1) \n",
      "\n",
      "[[0.         0.         0.         0.         0.         0.\n",
      "  0.         0.         0.         0.         0.         0.\n",
      "  0.         0.         0.         0.         0.         0.\n",
      "  0.         0.         0.         0.         0.         0.\n",
      "  0.         0.         0.         0.        ]\n",
      " [0.         0.         0.         0.         0.         0.\n",
      "  0.         0.         0.         0.         0.         0.\n",
      "  0.         0.01176471 0.12156863 0.24705882 0.37254903 0.4509804\n",
      "  0.3372549  0.19607843 0.00784314 0.         0.         0.\n",
      "  0.         0.         0.         0.        ]\n",
      " [0.         0.         0.         0.         0.         0.29411766\n",
      "  0.7176471  0.6901961  0.59607846 0.03921569 0.21176471 0.7137255\n",
      "  0.87058824 0.98039216 1.         1.         1.         1.\n",
      "  1.         1.         0.90588236 0.5921569  0.23921569 0.\n",
      "  0.         0.         0.         0.        ]\n",
      " [0.         0.         0.         0.         0.5058824  1.\n",
      "  0.84705883 0.7921569  1.         0.38431373 0.8627451  0.87058824\n",
      "  0.6156863  0.49019608 0.3647059  0.23529412 0.10980392 0.03137255\n",
      "  0.14901961 0.32156864 0.63529414 0.9372549  0.99607843 0.42352942\n",
      "  0.         0.         0.         0.        ]\n",
      " [0.         0.         0.         0.12941177 0.98039216 0.61960787\n",
      "  0.01568628 0.         0.8        0.81960785 1.         0.9254902\n",
      "  0.4117647  0.         0.         0.         0.         0.\n",
      "  0.         0.         0.         0.02352941 0.6431373  0.99607843\n",
      "  0.34509805 0.         0.         0.        ]\n",
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      "  0.         0.         0.         0.         0.         0.\n",
      "  0.4745098  0.99215686 0.00784314 0.        ]\n",
      " [0.         0.         0.7764706  0.78039217 0.28627452 1.\n",
      "  0.30588236 0.         0.01568628 0.972549   0.49803922 0.\n",
      "  0.         0.5058824  0.96862745 0.         0.         0.\n",
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      "  0.9137255  0.3764706  0.00392157 0.8352941  0.6509804  0.\n",
      "  0.         0.5058824  0.96862745 0.         0.37254903 0.8\n",
      "  0.99215686 1.         1.         1.         0.9019608  0.78039217\n",
      "  0.85490197 0.9098039  0.         0.        ]\n",
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      "  0.23529412 0.45490196 1.         0.01960784 0.27058825 0.9882353\n",
      "  0.9019608  0.3764706  0.00784314 0.         0.18039216 1.\n",
      "  0.99215686 0.11764706 0.         0.        ]\n",
      " [0.         0.         0.         0.         0.         0.\n",
      "  0.         0.         0.         0.         0.03529412 0.84313726\n",
      "  0.94509804 0.6313726  1.         0.05882353 0.         0.18039216\n",
      "  0.74509805 1.         0.80784315 0.6627451  0.95686275 1.\n",
      "  0.45882353 0.         0.         0.        ]\n",
      " [0.         0.         0.         0.         0.         0.\n",
      "  0.         0.         0.         0.         0.         0.09019608\n",
      "  0.79607844 1.         1.         0.8980392  0.8509804  0.8\n",
      "  0.7490196  0.8901961  1.         1.         0.9843137  0.6117647\n",
      "  0.         0.         0.         0.        ]\n",
      " [0.         0.         0.         0.         0.         0.\n",
      "  0.         0.         0.         0.         0.         0.\n",
      "  0.00392157 0.42352942 1.         0.7176471  0.62352943 0.6666667\n",
      "  0.7254902  0.6666667  0.4392157  0.25490198 0.01568628 0.\n",
      "  0.         0.         0.         0.        ]\n",
      " [0.         0.         0.         0.         0.         0.\n",
      "  0.         0.         0.         0.         0.         0.\n",
      "  0.         0.01176471 0.38039216 0.09019608 0.         0.\n",
      "  0.         0.         0.         0.         0.         0.\n",
      "  0.         0.         0.         0.        ]\n",
      " [0.         0.         0.         0.         0.         0.\n",
      "  0.         0.         0.         0.         0.         0.\n",
      "  0.         0.         0.         0.         0.         0.\n",
      "  0.         0.         0.         0.         0.         0.\n",
      "  0.         0.         0.         0.        ]] \n",
      "\n"
     ]
    }
   ],
   "source": [
    "for (image, label) in dataset_normalized.take(1):\n",
    "    class_index = tf.math.argmax(label).numpy()\n",
    "    class_name = label_index_to_string(class_index)\n",
    "\n",
    "    print('{} ({})'.format(class_name, class_index), '\\n')\n",
    "    print('Image shape: ', image.shape, '\\n')\n",
    "    print(np.reshape(image.numpy(), (28, 28)), '\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x1224 with 100 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataset_normalized_preview(dataset_normalized, image_shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prepare Train/Validation/Test dataset splits"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tmp_ds: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]\n",
      "tmp_ds_test: [0, 1]\n",
      "tmp_ds_val: [2, 3, 4]\n",
      "tmp_ds_train: [5, 6, 7, 8, 9]\n"
     ]
    }
   ],
   "source": [
    "# A quick example of how we're going to split the dataset for train/test/validation subsets.\n",
    "tmp_ds = tf.data.Dataset.range(10)\n",
    "print('tmp_ds:', list(tmp_ds.as_numpy_iterator()))\n",
    "\n",
    "tmp_ds_test = tmp_ds.take(2)\n",
    "print('tmp_ds_test:', list(tmp_ds_test.as_numpy_iterator()))\n",
    "\n",
    "tmp_ds_val = tmp_ds.skip(2).take(3)\n",
    "print('tmp_ds_val:', list(tmp_ds_val.as_numpy_iterator()))\n",
    "\n",
    "tmp_ds_train = tmp_ds.skip(2 + 3)\n",
    "print('tmp_ds_train:', list(tmp_ds_train.as_numpy_iterator()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 378,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Dataset split\n",
    "test_dataset_batches = 1\n",
    "val_dataset_batches = 1\n",
    "\n",
    "# Dataset batching\n",
    "batch_size = 2000\n",
    "prefetch_buffer_batches = 10\n",
    "\n",
    "# Training\n",
    "epochs = 40\n",
    "steps_per_epoch = 500"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 379,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset_batched = dataset_normalized.batch(batch_size=batch_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 380,
   "metadata": {},
   "outputs": [],
   "source": [
    "# TEST dataset.\n",
    "dataset_test = dataset_batched \\\n",
    "    .take(test_dataset_batches)\n",
    "\n",
    "# VALIDATION dataset.\n",
    "dataset_val = dataset_batched \\\n",
    "    .skip(test_dataset_batches) \\\n",
    "    .take(val_dataset_batches)\n",
    "\n",
    "# TRAIN dataset.\n",
    "dataset_train = dataset_batched \\\n",
    "    .skip(test_dataset_batches + val_dataset_batches) \\\n",
    "    .prefetch(buffer_size=prefetch_buffer_batches) \\\n",
    "    .repeat()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 381,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "label_test.shape:  (2000, 345)\n",
      "image_test.shape:  (2000, 28, 28, 1)\n",
      "\n",
      "label_val.shape:  (2000, 345)\n",
      "image_val.shape:  (2000, 28, 28, 1)\n",
      "\n",
      "label_train.shape:  (2000, 345)\n",
      "image_train.shape:  (2000, 28, 28, 1)\n"
     ]
    }
   ],
   "source": [
    "for (image_test, label_test) in dataset_test.take(1):\n",
    "    print('label_test.shape: ', label_test.shape)\n",
    "    print('image_test.shape: ', image_test.shape)\n",
    "    \n",
    "print()    \n",
    "    \n",
    "for (image_val, label_val) in dataset_val.take(1):\n",
    "    print('label_val.shape: ', label_val.shape)\n",
    "    print('image_val.shape: ', image_val.shape)    \n",
    "    \n",
    "print()    \n",
    "    \n",
    "for (image_train, label_train) in dataset_train.take(1):\n",
    "    print('label_train.shape: ', label_train.shape)\n",
    "    print('image_train.shape: ', image_train.shape)    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 382,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Calculate how many times the network will \"see\" each class during one epoch of training\n",
    "# given specific dataset (batches) and number of steps per epoch.\n",
    "def get_dataset_classes_hist(dataset, classes, batches_num):\n",
    "    mentions = {class_name: 0 for class_name in classes}\n",
    "    for examples, labels in dataset.take(batches_num):\n",
    "        for label in labels:\n",
    "            class_name = classes[tf.math.argmax(label).numpy()]\n",
    "            mentions[class_name] += 1    \n",
    "    return mentions;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 383,
   "metadata": {},
   "outputs": [],
   "source": [
    "mentions = get_dataset_classes_hist(\n",
    "    dataset_train,\n",
    "    classes,\n",
    "    batches_num=steps_per_epoch\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 384,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "aircraft carrier: 2295\n",
      "airplane       : 3030\n",
      "alarm clock    : 2458\n",
      "ambulance      : 2842\n",
      "angel          : 2926\n",
      "animal migration: 2706\n",
      "ant            : 2548\n",
      "anvil          : 2553\n",
      "apple          : 2904\n",
      "arm            : 2373\n",
      "asparagus      : 3351\n",
      "axe            : 2473\n",
      "backpack       : 2429\n",
      "banana         : 6052\n",
      "bandage        : 2935\n",
      "barn           : 2956\n",
      "baseball bat   : 2381\n",
      "baseball       : 2668\n",
      "basket         : 2278\n",
      "basketball     : 2662\n",
      "bat            : 2371\n",
      "bathtub        : 3429\n",
      "beach          : 2515\n",
      "bear           : 2679\n",
      "beard          : 3318\n",
      "bed            : 2346\n",
      "bee            : 2417\n",
      "belt           : 3876\n",
      "bench          : 2531\n",
      "bicycle        : 2501\n",
      "binoculars     : 2432\n",
      "bird           : 2619\n",
      "birthday cake  : 3036\n",
      "blackberry     : 2570\n",
      "blueberry      : 2537\n",
      "book           : 2389\n",
      "boomerang      : 2918\n",
      "bottlecap      : 3091\n",
      "bowtie         : 2549\n",
      "bracelet       : 2394\n",
      "brain          : 2770\n",
      "bread          : 2356\n",
      "bridge         : 2638\n",
      "broccoli       : 2613\n",
      "broom          : 2347\n",
      "bucket         : 2423\n",
      "bulldozer      : 3645\n",
      "bus            : 3293\n",
      "bush           : 2425\n",
      "butterfly      : 2333\n",
      "cactus         : 2663\n",
      "cake           : 2415\n",
      "calculator     : 2543\n",
      "calendar       : 6369\n",
      "camel          : 2429\n",
      "camera         : 2521\n",
      "camouflage     : 3377\n",
      "campfire       : 2694\n",
      "candle         : 2764\n",
      "cannon         : 2768\n",
      "canoe          : 2500\n",
      "car            : 3560\n",
      "carrot         : 2643\n",
      "castle         : 2380\n",
      "cat            : 2385\n",
      "ceiling fan    : 2282\n",
      "cell phone     : 2415\n",
      "cello          : 3012\n",
      "chair          : 4409\n",
      "chandelier     : 3392\n",
      "church         : 3305\n",
      "circle         : 2414\n",
      "clarinet       : 2518\n",
      "clock          : 2371\n",
      "cloud          : 2465\n",
      "coffee cup     : 3613\n",
      "compass        : 2589\n",
      "computer       : 2450\n",
      "cookie         : 2664\n",
      "cooler         : 5334\n",
      "couch          : 2439\n",
      "cow            : 2458\n",
      "crab           : 2519\n",
      "crayon         : 2650\n",
      "crocodile      : 2568\n",
      "crown          : 2745\n",
      "cruise ship    : 2515\n",
      "cup            : 2624\n",
      "diamond        : 2617\n",
      "dishwasher     : 3346\n",
      "diving board   : 5817\n",
      "dog            : 3000\n",
      "dolphin        : 2446\n",
      "donut          : 2806\n",
      "door           : 2388\n",
      "dragon         : 2434\n",
      "dresser        : 2469\n",
      "drill          : 2673\n",
      "drums          : 2746\n",
      "duck           : 2658\n",
      "dumbbell       : 3085\n",
      "ear            : 2474\n",
      "elbow          : 2553\n",
      "elephant       : 2467\n",
      "envelope       : 2644\n",
      "eraser         : 2339\n",
      "eye            : 2579\n",
      "eyeglasses     : 4420\n",
      "face           : 3250\n",
      "fan            : 2657\n",
      "feather        : 2352\n",
      "fence          : 2584\n",
      "finger         : 3272\n",
      "fire hydrant   : 2710\n",
      "fireplace      : 3101\n",
      "firetruck      : 4426\n",
      "fish           : 2589\n",
      "flamingo       : 2463\n",
      "flashlight     : 4687\n",
      "flip flops     : 2406\n",
      "floor lamp     : 3254\n",
      "flower         : 2948\n",
      "flying saucer  : 2939\n",
      "foot           : 3890\n",
      "fork           : 2543\n",
      "frog           : 3120\n",
      "frying pan     : 2392\n",
      "garden hose    : 2384\n",
      "garden         : 3225\n",
      "giraffe        : 2511\n",
      "goatee         : 3803\n",
      "golf club      : 3867\n",
      "grapes         : 3037\n",
      "grass          : 2417\n",
      "guitar         : 2380\n",
      "hamburger      : 2604\n",
      "hammer         : 2313\n",
      "hand           : 5825\n",
      "harp           : 5799\n",
      "hat            : 4451\n",
      "headphones     : 2320\n",
      "hedgehog       : 2352\n",
      "helicopter     : 3123\n",
      "helmet         : 2452\n",
      "hexagon        : 2874\n",
      "hockey puck    : 4059\n",
      "hockey stick   : 2494\n",
      "horse          : 3555\n",
      "hospital       : 3317\n",
      "hot air balloon: 2532\n",
      "hot dog        : 3639\n",
      "hot tub        : 2438\n",
      "hourglass      : 2705\n",
      "house plant    : 2422\n",
      "house          : 2700\n",
      "hurricane      : 2659\n",
      "ice cream      : 2488\n",
      "jacket         : 4193\n",
      "jail           : 2410\n",
      "kangaroo       : 3356\n",
      "key            : 3121\n",
      "keyboard       : 3697\n",
      "knee           : 5312\n",
      "knife          : 3459\n",
      "ladder         : 2419\n",
      "lantern        : 2968\n",
      "laptop         : 5222\n",
      "leaf           : 2486\n",
      "leg            : 2329\n",
      "light bulb     : 2441\n",
      "lighter        : 2353\n",
      "lighthouse     : 3259\n",
      "lightning      : 3075\n",
      "line           : 2831\n",
      "lion           : 2396\n",
      "lipstick       : 2607\n",
      "lobster        : 2780\n",
      "lollipop       : 2525\n",
      "mailbox        : 2579\n",
      "map            : 2366\n",
      "marker         : 6420\n",
      "matches        : 2820\n",
      "megaphone      : 2790\n",
      "mermaid        : 3598\n",
      "microphone     : 2374\n",
      "microwave      : 2629\n",
      "monkey         : 2488\n",
      "moon           : 2394\n",
      "mosquito       : 2402\n",
      "motorbike      : 3379\n",
      "mountain       : 2463\n",
      "mouse          : 3548\n",
      "moustache      : 3572\n",
      "mouth          : 2591\n",
      "mug            : 3131\n",
      "mushroom       : 2815\n",
      "nail           : 3209\n",
      "necklace       : 2360\n",
      "nose           : 3790\n",
      "ocean          : 2555\n",
      "octagon        : 3217\n",
      "octopus        : 2965\n",
      "onion          : 2659\n",
      "oven           : 4101\n",
      "owl            : 3321\n",
      "paint can      : 2341\n",
      "paintbrush     : 3673\n",
      "palm tree      : 2384\n",
      "panda          : 2177\n",
      "pants          : 2892\n",
      "paper clip     : 2511\n",
      "parachute      : 2499\n",
      "parrot         : 3648\n",
      "passport       : 2981\n",
      "peanut         : 2518\n",
      "pear           : 2332\n",
      "peas           : 3167\n",
      "pencil         : 2523\n",
      "penguin        : 5005\n",
      "piano          : 2270\n",
      "pickup truck   : 2634\n",
      "picture frame  : 2455\n",
      "pig            : 3771\n",
      "pillow         : 2338\n",
      "pineapple      : 2504\n",
      "pizza          : 2636\n",
      "pliers         : 3528\n",
      "police car     : 2724\n",
      "pond           : 2381\n",
      "pool           : 2637\n",
      "popsicle       : 2486\n",
      "postcard       : 2515\n",
      "potato         : 6675\n",
      "power outlet   : 3284\n",
      "purse          : 2421\n",
      "rabbit         : 3032\n",
      "raccoon        : 2289\n",
      "radio          : 2653\n",
      "rain           : 2624\n",
      "rainbow        : 2489\n",
      "rake           : 3160\n",
      "remote control : 2320\n",
      "rhinoceros     : 3760\n",
      "rifle          : 3453\n",
      "river          : 2629\n",
      "roller coaster : 2885\n",
      "rollerskates   : 2340\n",
      "sailboat       : 2706\n",
      "sandwich       : 2607\n",
      "saw            : 2456\n",
      "saxophone      : 2244\n",
      "school bus     : 2417\n",
      "scissors       : 2451\n",
      "scorpion       : 3334\n",
      "screwdriver    : 2344\n",
      "sea turtle     : 2347\n",
      "see saw        : 2599\n",
      "shark          : 2529\n",
      "sheep          : 2519\n",
      "shoe           : 2435\n",
      "shorts         : 2460\n",
      "shovel         : 2338\n",
      "sink           : 4133\n",
      "skateboard     : 2572\n",
      "skull          : 2513\n",
      "skyscraper     : 3606\n",
      "sleeping bag   : 2278\n",
      "smiley face    : 2512\n",
      "snail          : 2616\n",
      "snake          : 2410\n",
      "snorkel        : 3065\n",
      "snowflake      : 2312\n",
      "snowman        : 6759\n",
      "soccer ball    : 2457\n",
      "sock           : 4093\n",
      "speedboat      : 3768\n",
      "spider         : 4084\n",
      "spoon          : 2531\n",
      "spreadsheet    : 3312\n",
      "square         : 2414\n",
      "squiggle       : 2370\n",
      "squirrel       : 2943\n",
      "stairs         : 2599\n",
      "star           : 2706\n",
      "steak          : 2410\n",
      "stereo         : 2518\n",
      "stethoscope    : 3000\n",
      "stitches       : 2519\n",
      "stop sign      : 2339\n",
      "stove          : 2348\n",
      "strawberry     : 2351\n",
      "streetlight    : 2533\n",
      "string bean    : 2411\n",
      "submarine      : 2522\n",
      "suitcase       : 2513\n",
      "sun            : 2716\n",
      "swan           : 3096\n",
      "sweater        : 2426\n",
      "swing set      : 2379\n",
      "sword          : 2489\n",
      "syringe        : 2654\n",
      "t-shirt        : 2458\n",
      "table          : 2561\n",
      "teapot         : 2525\n",
      "teddy-bear     : 3568\n",
      "telephone      : 2559\n",
      "television     : 2456\n",
      "tennis racquet : 4605\n",
      "tent           : 2589\n",
      "The Eiffel Tower: 2668\n",
      "The Great Wall of China: 3839\n",
      "The Mona Lisa  : 2320\n",
      "tiger          : 2382\n",
      "toaster        : 2400\n",
      "toe            : 2973\n",
      "toilet         : 2559\n",
      "tooth          : 2495\n",
      "toothbrush     : 2478\n",
      "toothpaste     : 2552\n",
      "tornado        : 2821\n",
      "tractor        : 2248\n",
      "traffic light  : 2466\n",
      "train          : 2559\n",
      "tree           : 2732\n",
      "triangle       : 2414\n",
      "trombone       : 3699\n",
      "truck          : 2603\n",
      "trumpet        : 3398\n",
      "umbrella       : 2510\n",
      "underwear      : 2502\n",
      "van            : 3241\n",
      "vase           : 2455\n",
      "violin         : 4292\n",
      "washing machine: 2434\n",
      "watermelon     : 2609\n",
      "waterslide     : 3768\n",
      "whale          : 2301\n",
      "wheel          : 2708\n",
      "windmill       : 2360\n",
      "wine bottle    : 2473\n",
      "wine glass     : 2712\n",
      "wristwatch     : 3311\n",
      "yoga           : 5547\n",
      "zebra          : 2917\n",
      "zigzag         : 2319\n"
     ]
    }
   ],
   "source": [
    "for class_name in mentions:\n",
    "    print('{:15s}: {}'.format(class_name, mentions[class_name]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 385,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mantions_x = [class_index for class_index, class_name in enumerate(classes)]\n",
    "mantions_bars = [mentions[class_name] for class_name in mentions]\n",
    "\n",
    "plt.bar(mantions_x, mantions_bars)\n",
    "plt.xlabel('Class index')\n",
    "plt.ylabel('Items per class')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 386,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = tf.keras.models.Sequential()\n",
    "\n",
    "model.add(tf.keras.layers.Convolution2D(\n",
    "    input_shape=image_shape,\n",
    "    kernel_size=5,\n",
    "    filters=32,\n",
    "    padding='same',\n",
    "    activation=tf.keras.activations.relu\n",
    "))\n",
    "model.add(tf.keras.layers.MaxPooling2D(\n",
    "    pool_size=2,\n",
    "    strides=2\n",
    "))\n",
    "\n",
    "model.add(tf.keras.layers.Convolution2D(\n",
    "    kernel_size=3,\n",
    "    filters=32,\n",
    "    padding='same',\n",
    "    activation=tf.keras.activations.relu,\n",
    "))\n",
    "model.add(tf.keras.layers.MaxPooling2D(\n",
    "    pool_size=2,\n",
    "    strides=2\n",
    "))\n",
    "\n",
    "model.add(tf.keras.layers.Convolution2D(\n",
    "    kernel_size=3,\n",
    "    filters=64,\n",
    "    padding='same',\n",
    "    activation=tf.keras.activations.relu\n",
    "))\n",
    "model.add(tf.keras.layers.MaxPooling2D(\n",
    "    pool_size=2,\n",
    "    strides=2\n",
    "))\n",
    "\n",
    "model.add(tf.keras.layers.Flatten())\n",
    "\n",
    "model.add(tf.keras.layers.Dense(\n",
    "    units=512,\n",
    "    activation=tf.keras.activations.relu\n",
    "))\n",
    "\n",
    "model.add(tf.keras.layers.Dense(\n",
    "    units=num_classes,\n",
    "    activation=tf.keras.activations.softmax\n",
    "))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 387,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential_19\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "conv2d_57 (Conv2D)           (None, 28, 28, 32)        832       \n",
      "_________________________________________________________________\n",
      "max_pooling2d_57 (MaxPooling (None, 14, 14, 32)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_58 (Conv2D)           (None, 14, 14, 32)        9248      \n",
      "_________________________________________________________________\n",
      "max_pooling2d_58 (MaxPooling (None, 7, 7, 32)          0         \n",
      "_________________________________________________________________\n",
      "conv2d_59 (Conv2D)           (None, 7, 7, 64)          18496     \n",
      "_________________________________________________________________\n",
      "max_pooling2d_59 (MaxPooling (None, 3, 3, 64)          0         \n",
      "_________________________________________________________________\n",
      "flatten_19 (Flatten)         (None, 576)               0         \n",
      "_________________________________________________________________\n",
      "dense_43 (Dense)             (None, 512)               295424    \n",
      "_________________________________________________________________\n",
      "dense_44 (Dense)             (None, 345)               176985    \n",
      "=================================================================\n",
      "Total params: 500,985\n",
      "Trainable params: 500,985\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 388,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 388,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.keras.utils.plot_model(\n",
    "    model,\n",
    "    show_shapes=True,\n",
    "    show_layer_names=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 389,
   "metadata": {},
   "outputs": [],
   "source": [
    "adam_optimizer = tf.keras.optimizers.Adam(learning_rate=0.003)\n",
    "rms_prop_optimizer = tf.keras.optimizers.RMSprop(learning_rate=0.001)\n",
    "sgd_optimizer = tf.keras.optimizers.SGD(learning_rate=0.01)\n",
    "\n",
    "model.compile(\n",
    "    optimizer=adam_optimizer,\n",
    "    loss=tf.keras.losses.categorical_crossentropy,\n",
    "    metrics=['accuracy']\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 390,
   "metadata": {},
   "outputs": [],
   "source": [
    "early_stopping_callback = tf.keras.callbacks.EarlyStopping(\n",
    "    patience=5,\n",
    "    monitor='val_accuracy',\n",
    "    restore_best_weights=True,\n",
    "    verbose=1\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "training_history = model.fit(\n",
    "    x=dataset_train,\n",
    "    epochs=epochs,\n",
    "    steps_per_epoch=steps_per_epoch,\n",
    "    validation_data=dataset_val,\n",
    "    callbacks=[\n",
    "        early_stopping_callback\n",
    "    ]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 393,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Renders the charts for training accuracy and loss.\n",
    "def render_training_history(training_history):\n",
    "    loss = training_history.history['loss']\n",
    "    val_loss = training_history.history['val_loss']\n",
    "\n",
    "    accuracy = training_history.history['accuracy']\n",
    "    val_accuracy = training_history.history['val_accuracy']\n",
    "\n",
    "    plt.figure(figsize=(14, 4))\n",
    "\n",
    "    plt.subplot(1, 2, 1)\n",
    "    plt.title('Loss')\n",
    "    plt.xlabel('Epoch')\n",
    "    plt.ylabel('Loss')\n",
    "    plt.plot(loss, label='Training set')\n",
    "    plt.plot(val_loss, label='Test set', linestyle='--')\n",
    "    plt.legend()\n",
    "    plt.grid(linestyle='--', linewidth=1, alpha=0.5)\n",
    "\n",
    "    plt.subplot(1, 2, 2)\n",
    "    plt.title('Accuracy')\n",
    "    plt.xlabel('Epoch')\n",
    "    plt.ylabel('Accuracy')\n",
    "    plt.plot(accuracy, label='Training set')\n",
    "    plt.plot(val_accuracy, label='Test set', linestyle='--')\n",
    "    plt.legend()\n",
    "    plt.grid(linestyle='--', linewidth=1, alpha=0.5)\n",
    "\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 394,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "render_training_history(training_history)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evaluate model accuracy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Training set accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 395,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "train_loss, train_accuracy = model.evaluate(dataset_train.take(1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 396,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train loss:  1.36\n",
      "Train accuracy:  0.66\n"
     ]
    }
   ],
   "source": [
    "print('Train loss: ', '{:.2f}'.format(train_loss))\n",
    "print('Train accuracy: ', '{:.2f}'.format(train_accuracy))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Validation set accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 397,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "val_loss, val_accuracy = model.evaluate(dataset_val)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 398,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Validation loss:  1.43\n",
      "Validation accuracy:  0.65\n"
     ]
    }
   ],
   "source": [
    "print('Validation loss: ', '{:.2f}'.format(val_loss))\n",
    "print('Validation accuracy: ', '{:.2f}'.format(val_accuracy))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test set accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 399,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "test_loss, test_accuracy = model.evaluate(dataset_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 400,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test loss:  1.40\n",
      "Test accuracy:  0.67\n"
     ]
    }
   ],
   "source": [
    "print('Test loss: ', '{:.2f}'.format(test_loss))\n",
    "print('Test accuracy: ', '{:.2f}'.format(test_accuracy))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualizing Predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 422,
   "metadata": {},
   "outputs": [],
   "source": [
    "def visualize_predictions(model, dataset):\n",
    "    numbers_to_display = 64\n",
    "    num_cells = math.ceil(math.sqrt(numbers_to_display))\n",
    "    plt.figure(figsize=(15, 15))\n",
    "    \n",
    "    batch = dataset.take(1)\n",
    "    predictions = tf.math.argmax(model.predict(batch), axis=1).numpy()\n",
    "\n",
    "    for x, y in batch:\n",
    "        for image_index in range(numbers_to_display):\n",
    "            pixels = np.reshape(x[image_index].numpy(), (28, 28))\n",
    "            y_correct = tf.math.argmax(y[image_index]).numpy()\n",
    "            y_predicted = predictions[image_index]\n",
    "            correct_label = classes[y_correct]\n",
    "            predicted_label = classes[y_predicted]\n",
    "            \n",
    "            plt.xticks([])\n",
    "            plt.yticks([])\n",
    "            plt.grid(False)\n",
    "            color_map = 'Greens' if y_correct == y_predicted else 'Reds'\n",
    "            plt.subplot(num_cells, num_cells, image_index + 1)\n",
    "            plt.imshow(pixels, cmap=color_map)\n",
    "            plt.xlabel(correct_label + ' --> ' + predicted_label)\n",
    "            \n",
    "    plt.subplots_adjust(hspace=1, wspace=0.5)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 423,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 64 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize_predictions(model, dataset_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 424,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 64 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize_predictions(model, dataset_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Save the model\n",
    "\n",
    "We will save the entire model to a `HDF5` file. The `.h5` extension of the file indicates that the model should be saved in Keras format as HDF5 file. To use this model on the front-end we will convert it (later in this notebook) to Javascript understandable format (`tfjs_layers_model` with .json and .bin files) using [tensorflowjs_converter](https://www.tensorflow.org/js/tutorials/conversion/import_saved_model) as it is specified in the [main README](https://github.com/trekhleb/machine-learning-experiments)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 425,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_name = 'sketch_recognition_cnn.h5'\n",
    "model.save(model_name, save_format='h5')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Converting the model to web-format\n",
    "\n",
    "To use this model on the web we need to convert it into the format that will be understandable by [tensorflowjs](https://www.tensorflow.org/js). To do so we may use [tfjs-converter](https://github.com/tensorflow/tfjs/tree/master/tfjs-converter) as following:\n",
    "\n",
    "```\n",
    "tensorflowjs_converter --input_format keras \\\n",
    "  ./experiments/sketch_recognition_cnn/sketch_recognition_cnn.h5 \\\n",
    "  ./demos/public/models/sketch_recognition_cnn\n",
    "```\n",
    "\n",
    "You find this experiment in the [Demo app](https://trekhleb.github.io/machine-learning-experiments) and play around with it right in you browser to see how the model performs in real life."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
